Publication | Closed Access
Chemical Data Mining of the NCI Human Tumor Cell Line Database
35
Citations
41
References
2007
Year
EngineeringMining MethodsBioinformatics DatabaseGene Expression ProfilingTumor BiologyComputational MedicineData ScienceData MiningTumor HeterogeneityBiostatisticsData Mining MethodsRadiation OncologyCancer ResearchTranslational BioinformaticsBiological DatabaseMedicineKnowledge DiscoveryCell LinesOmicsBioinformaticsFunctional GenomicsTumor MicroenvironmentComputational BiologyCancer GenomicsSystems BiologyOncologyChemical Data MiningDrug Discovery
The NCI Developmental Therapeutics Program Human Tumor cell line data set is a publicly available database that contains cellular assay screening data for over 40 000 compounds tested in 60 human tumor cell lines. The database also contains microarray assay gene expression data for the cell lines, and so it provides an excellent information resource particularly for testing data mining methods that bridge chemical, biological, and genomic information. In this paper we describe a formal knowledge discovery approach to characterizing and data mining this set and report the results of some of our initial experiments in mining the set from a chemoinformatics perspective.
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